Overview
Brought to you by YData
Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 83123 |
| Missing cells | 251 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 39.2 MiB |
| Average record size in memory | 494.2 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 6 |
Arrival Delay in Minutes is highly overall correlated with Departure Delay in Minutes | High correlation |
Class is highly overall correlated with Type of Travel and 1 other fields | High correlation |
Cleanliness is highly overall correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly overall correlated with Arrival Delay in Minutes | High correlation |
Ease of Online booking is highly overall correlated with Inflight wifi service | High correlation |
Food and drink is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Inflight entertainment is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Inflight service is highly overall correlated with On-board service | High correlation |
Inflight wifi service is highly overall correlated with Ease of Online booking and 1 other fields | High correlation |
On-board service is highly overall correlated with Inflight service | High correlation |
Online boarding is highly overall correlated with satisfaction | High correlation |
Seat comfort is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Type of Travel is highly overall correlated with Class | High correlation |
satisfaction is highly overall correlated with Class and 2 other fields | High correlation |
id is uniformly distributed | Uniform |
id has unique values | Unique |
Inflight wifi service has 2487 (3.0%) zeros | Zeros |
Departure/Arrival time convenient has 4237 (5.1%) zeros | Zeros |
Ease of Online booking has 3604 (4.3%) zeros | Zeros |
Online boarding has 1959 (2.4%) zeros | Zeros |
Departure Delay in Minutes has 46977 (56.5%) zeros | Zeros |
Arrival Delay in Minutes has 46553 (56.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-05-22 01:49:31.234385 |
|---|---|
| Analysis finished | 2025-05-22 01:50:40.061777 |
| Duration | 1 minute and 8.83 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
Uniform  Unique 
| Distinct | 83123 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64971.54 |
| Minimum | 1 |
|---|---|
| Maximum | 129880 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6652.1 |
| Q1 | 32552.5 |
| median | 64864 |
| Q3 | 97430.5 |
| 95-th percentile | 123497.9 |
| Maximum | 129880 |
| Range | 129879 |
| Interquartile range (IQR) | 64878 |
Descriptive statistics
| Standard deviation | 37465.887 |
|---|---|
| Coefficient of variation (CV) | 0.57665075 |
| Kurtosis | -1.1981756 |
| Mean | 64971.54 |
| Median Absolute Deviation (MAD) | 32439 |
| Skewness | 0.0022636012 |
| Sum | 5.4006293 × 109 |
| Variance | 1.4036927 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51032 | 1 | < 0.1% |
| 43201 | 1 | < 0.1% |
| 90975 | 1 | < 0.1% |
| 66965 | 1 | < 0.1% |
| 86529 | 1 | < 0.1% |
| 113115 | 1 | < 0.1% |
| 30458 | 1 | < 0.1% |
| 85441 | 1 | < 0.1% |
| 91901 | 1 | < 0.1% |
| 110469 | 1 | < 0.1% |
| Other values (83113) | 83113 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 4 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 11 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 16 | 1 | |
| 21 | 1 |
| Value | Count | Frequency (%) |
| 129880 | 1 | |
| 129879 | 1 | |
| 129878 | 1 | |
| 129875 | 1 | |
| 129874 | 1 | |
| 129873 | 1 | |
| 129871 | 1 | |
| 129869 | 1 | |
| 129867 | 1 | |
| 129866 | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0133657 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 42117 | |
| Male | 41006 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 42117 | |
| male | 41006 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 125240 | |
| a | 83123 | |
| l | 83123 | |
| F | 42117 | 10.1% |
| m | 42117 | 10.1% |
| M | 41006 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 333603 | |
| Uppercase Letter | 83123 | 19.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 125240 | |
| a | 83123 | |
| l | 83123 | |
| m | 42117 | 12.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 42117 | |
| M | 41006 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 416726 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 125240 | |
| a | 83123 | |
| l | 83123 | |
| F | 42117 | 10.1% |
| m | 42117 | 10.1% |
| M | 41006 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 416726 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 125240 | |
| a | 83123 | |
| l | 83123 | |
| F | 42117 | 10.1% |
| m | 42117 | 10.1% |
| M | 41006 | 9.8% |
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.548873 |
| Min length | 14 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | Loyal Customer |
| 3rd row | disloyal Customer |
| 4th row | Loyal Customer |
| 5th row | disloyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 67915 | |
| disloyal Customer | 15208 | 18.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 83123 | |
| loyal | 67915 | |
| disloyal | 15208 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 166246 | |
| l | 98331 | 8.1% |
| s | 98331 | 8.1% |
| y | 83123 | 6.9% |
| a | 83123 | 6.9% |
| 83123 | 6.9% | |
| C | 83123 | 6.9% |
| u | 83123 | 6.9% |
| t | 83123 | 6.9% |
| m | 83123 | 6.9% |
| Other values (5) | 264577 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 975185 | |
| Uppercase Letter | 151038 | 12.5% |
| Space Separator | 83123 | 6.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 166246 | |
| l | 98331 | |
| s | 98331 | |
| y | 83123 | |
| a | 83123 | |
| u | 83123 | |
| t | 83123 | |
| m | 83123 | |
| e | 83123 | |
| r | 83123 | |
| Other values (2) | 30416 | 3.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 83123 | |
| L | 67915 |
Space Separator
| Value | Count | Frequency (%) |
| 83123 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1126223 | |
| Common | 83123 | 6.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 166246 | |
| l | 98331 | |
| s | 98331 | |
| y | 83123 | |
| a | 83123 | |
| C | 83123 | |
| u | 83123 | |
| t | 83123 | |
| m | 83123 | |
| e | 83123 | |
| Other values (4) | 181454 |
Common
| Value | Count | Frequency (%) |
| 83123 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1209346 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 166246 | |
| l | 98331 | 8.1% |
| s | 98331 | 8.1% |
| y | 83123 | 6.9% |
| a | 83123 | 6.9% |
| 83123 | 6.9% | |
| C | 83123 | 6.9% |
| u | 83123 | 6.9% |
| t | 83123 | 6.9% |
| m | 83123 | 6.9% |
| Other values (5) | 264577 |
Age
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.351106 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.099487 |
|---|---|
| Coefficient of variation (CV) | 0.38371189 |
| Kurtosis | -0.7223022 |
| Mean | 39.351106 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.006553148 |
| Sum | 3270982 |
| Variance | 227.99451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 2415 | 2.9% |
| 25 | 2246 | 2.7% |
| 40 | 2059 | 2.5% |
| 44 | 2036 | 2.4% |
| 42 | 1974 | 2.4% |
| 41 | 1915 | 2.3% |
| 22 | 1903 | 2.3% |
| 23 | 1879 | 2.3% |
| 38 | 1862 | 2.2% |
| 47 | 1858 | 2.2% |
| Other values (65) | 62976 |
| Value | Count | Frequency (%) |
| 7 | 457 | |
| 8 | 505 | |
| 9 | 548 | |
| 10 | 561 | |
| 11 | 555 | |
| 12 | 504 | |
| 13 | 499 | |
| 14 | 564 | |
| 15 | 662 | |
| 16 | 705 |
| Value | Count | Frequency (%) |
| 85 | 13 | < 0.1% |
| 80 | 61 | 0.1% |
| 79 | 33 | < 0.1% |
| 78 | 25 | < 0.1% |
| 77 | 62 | 0.1% |
| 76 | 36 | < 0.1% |
| 75 | 50 | 0.1% |
| 74 | 39 | < 0.1% |
| 73 | 39 | < 0.1% |
| 72 | 164 |
Type of Travel
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Travel |
|---|---|
| 2nd row | Business travel |
| 3rd row | Business travel |
| 4th row | Business travel |
| 5th row | Business travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 57310 | |
| Personal Travel | 25813 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel | 83123 | |
| business | 57310 | |
| personal | 25813 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 197743 | |
| e | 166246 | |
| r | 108936 | |
| a | 108936 | |
| l | 108936 | |
| n | 83123 | |
| 83123 | ||
| v | 83123 | |
| B | 57310 | 4.6% |
| u | 57310 | 4.6% |
| Other values (5) | 192059 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1054786 | |
| Uppercase Letter | 108936 | 8.7% |
| Space Separator | 83123 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 197743 | |
| e | 166246 | |
| r | 108936 | |
| a | 108936 | |
| l | 108936 | |
| n | 83123 | |
| v | 83123 | |
| u | 57310 | 5.4% |
| i | 57310 | 5.4% |
| t | 57310 | 5.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 57310 | |
| P | 25813 | |
| T | 25813 |
Space Separator
| Value | Count | Frequency (%) |
| 83123 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1163722 | |
| Common | 83123 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 197743 | |
| e | 166246 | |
| r | 108936 | |
| a | 108936 | |
| l | 108936 | |
| n | 83123 | |
| v | 83123 | |
| B | 57310 | 4.9% |
| u | 57310 | 4.9% |
| i | 57310 | 4.9% |
| Other values (4) | 134749 |
Common
| Value | Count | Frequency (%) |
| 83123 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1246845 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 197743 | |
| e | 166246 | |
| r | 108936 | |
| a | 108936 | |
| l | 108936 | |
| n | 83123 | |
| 83123 | ||
| v | 83123 | |
| B | 57310 | 4.6% |
| u | 57310 | 4.6% |
| Other values (5) | 192059 |
Class
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 MiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.7468932 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco |
|---|---|
| 2nd row | Eco |
| 3rd row | Eco |
| 4th row | Business |
| 5th row | Eco |
Common Values
| Value | Count | Frequency (%) |
| Business | 39691 | |
| Eco | 37457 | |
| Eco Plus | 5975 | 7.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| eco | 43432 | |
| business | 39691 | |
| plus | 5975 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 125048 | |
| u | 45666 | 9.6% |
| E | 43432 | 9.1% |
| c | 43432 | 9.1% |
| o | 43432 | 9.1% |
| B | 39691 | 8.3% |
| i | 39691 | 8.3% |
| n | 39691 | 8.3% |
| e | 39691 | 8.3% |
| 5975 | 1.3% | |
| Other values (2) | 11950 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 382626 | |
| Uppercase Letter | 89098 | 18.7% |
| Space Separator | 5975 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 125048 | |
| u | 45666 | 11.9% |
| c | 43432 | 11.4% |
| o | 43432 | 11.4% |
| i | 39691 | 10.4% |
| n | 39691 | 10.4% |
| e | 39691 | 10.4% |
| l | 5975 | 1.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 43432 | |
| B | 39691 | |
| P | 5975 | 6.7% |
Space Separator
| Value | Count | Frequency (%) |
| 5975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 471724 | |
| Common | 5975 | 1.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 125048 | |
| u | 45666 | 9.7% |
| E | 43432 | 9.2% |
| c | 43432 | 9.2% |
| o | 43432 | 9.2% |
| B | 39691 | 8.4% |
| i | 39691 | 8.4% |
| n | 39691 | 8.4% |
| e | 39691 | 8.4% |
| P | 5975 | 1.3% |
Common
| Value | Count | Frequency (%) |
| 5975 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 477699 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 125048 | |
| u | 45666 | 9.6% |
| E | 43432 | 9.1% |
| c | 43432 | 9.1% |
| o | 43432 | 9.1% |
| B | 39691 | 8.3% |
| i | 39691 | 8.3% |
| n | 39691 | 8.3% |
| e | 39691 | 8.3% |
| 5975 | 1.3% | |
| Other values (2) | 11950 | 2.5% |
Flight Distance
Real number (ℝ)
| Distinct | 3769 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1190.6868 |
| Minimum | 31 |
|---|---|
| Maximum | 4983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 175 |
| Q1 | 413 |
| median | 844 |
| Q3 | 1744 |
| 95-th percentile | 3391 |
| Maximum | 4983 |
| Range | 4952 |
| Interquartile range (IQR) | 1331 |
Descriptive statistics
| Standard deviation | 998.64002 |
|---|---|
| Coefficient of variation (CV) | 0.83870927 |
| Kurtosis | 0.26549186 |
| Mean | 1190.6868 |
| Median Absolute Deviation (MAD) | 519 |
| Skewness | 1.1086568 |
| Sum | 98973455 |
| Variance | 997281.88 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 337 | 520 | 0.6% |
| 404 | 330 | 0.4% |
| 862 | 307 | 0.4% |
| 594 | 305 | 0.4% |
| 2475 | 298 | 0.4% |
| 447 | 289 | 0.3% |
| 236 | 281 | 0.3% |
| 192 | 266 | 0.3% |
| 399 | 266 | 0.3% |
| 308 | 261 | 0.3% |
| Other values (3759) | 80000 |
| Value | Count | Frequency (%) |
| 31 | 7 | < 0.1% |
| 56 | 4 | < 0.1% |
| 67 | 103 | |
| 73 | 50 | |
| 74 | 24 | < 0.1% |
| 76 | 1 | < 0.1% |
| 77 | 34 | < 0.1% |
| 78 | 27 | < 0.1% |
| 80 | 2 | < 0.1% |
| 82 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 4983 | 9 | |
| 4963 | 11 | |
| 4817 | 4 | < 0.1% |
| 4502 | 8 | |
| 4243 | 15 | |
| 4000 | 8 | |
| 3999 | 4 | < 0.1% |
| 3998 | 7 | |
| 3997 | 6 | < 0.1% |
| 3996 | 6 | < 0.1% |
Inflight wifi service
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.732553 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2487 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3299497 |
|---|---|
| Coefficient of variation (CV) | 0.48670592 |
| Kurtosis | -0.84987479 |
| Mean | 2.732553 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.038674789 |
| Sum | 227138 |
| Variance | 1.7687662 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 20682 | |
| 2 | 20578 | |
| 4 | 15832 | |
| 1 | 14278 | |
| 5 | 9266 | |
| 0 | 2487 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 2487 | 3.0% |
| 1 | 14278 | |
| 2 | 20578 | |
| 3 | 20682 | |
| 4 | 15832 | |
| 5 | 9266 |
| Value | Count | Frequency (%) |
| 5 | 9266 | |
| 4 | 15832 | |
| 3 | 20682 | |
| 2 | 20578 | |
| 1 | 14278 | |
| 0 | 2487 | 3.0% |
Departure/Arrival time convenient
Real number (ℝ)
Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0622692 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4237 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5269831 |
|---|---|
| Coefficient of variation (CV) | 0.49864432 |
| Kurtosis | -1.0409263 |
| Mean | 3.0622692 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.33549664 |
| Sum | 254545 |
| Variance | 2.3316775 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 20388 | |
| 5 | 18033 | |
| 3 | 14356 | |
| 2 | 13651 | |
| 1 | 12458 | |
| 0 | 4237 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 4237 | 5.1% |
| 1 | 12458 | |
| 2 | 13651 | |
| 3 | 14356 | |
| 4 | 20388 | |
| 5 | 18033 |
| Value | Count | Frequency (%) |
| 5 | 18033 | |
| 4 | 20388 | |
| 3 | 14356 | |
| 2 | 13651 | |
| 1 | 12458 | |
| 0 | 4237 | 5.1% |
Ease of Online booking
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7563851 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3604 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4010466 |
|---|---|
| Coefficient of variation (CV) | 0.50829131 |
| Kurtosis | -0.91507331 |
| Mean | 2.7563851 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.018196255 |
| Sum | 229119 |
| Variance | 1.9629316 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 19510 | |
| 2 | 19138 | |
| 4 | 15654 | |
| 1 | 14097 | |
| 5 | 11120 | |
| 0 | 3604 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 3604 | 4.3% |
| 1 | 14097 | |
| 2 | 19138 | |
| 3 | 19510 | |
| 4 | 15654 | |
| 5 | 11120 |
| Value | Count | Frequency (%) |
| 5 | 11120 | |
| 4 | 15654 | |
| 3 | 19510 | |
| 2 | 19138 | |
| 1 | 14097 | |
| 0 | 3604 | 4.3% |
Gate location
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9780566 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.279064 |
|---|---|
| Coefficient of variation (CV) | 0.42949619 |
| Kurtosis | -1.03266 |
| Mean | 2.9780566 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.059396459 |
| Sum | 247545 |
| Variance | 1.6360046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 22823 | |
| 4 | 19525 | |
| 2 | 15534 | |
| 1 | 14073 | |
| 5 | 11167 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14073 | |
| 2 | 15534 | |
| 3 | 22823 | |
| 4 | 19525 | |
| 5 | 11167 |
| Value | Count | Frequency (%) |
| 5 | 11167 | |
| 4 | 19525 | |
| 3 | 22823 | |
| 2 | 15534 | |
| 1 | 14073 | |
| 0 | 1 | < 0.1% |
Food and drink
Real number (ℝ)
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2052861 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 88 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3304815 |
|---|---|
| Coefficient of variation (CV) | 0.41508979 |
| Kurtosis | -1.1479414 |
| Mean | 3.2052861 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.15268993 |
| Sum | 266433 |
| Variance | 1.7701811 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 19471 | |
| 5 | 17967 | |
| 3 | 17738 | |
| 2 | 17641 | |
| 1 | 10218 | |
| 0 | 88 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 88 | 0.1% |
| 1 | 10218 | |
| 2 | 17641 | |
| 3 | 17738 | |
| 4 | 19471 | |
| 5 | 17967 |
| Value | Count | Frequency (%) |
| 5 | 17967 | |
| 4 | 19471 | |
| 3 | 17738 | |
| 2 | 17641 | |
| 1 | 10218 | |
| 0 | 88 | 0.1% |
Online boarding
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2528422 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1959 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.350905 |
|---|---|
| Coefficient of variation (CV) | 0.41529988 |
| Kurtosis | -0.69885967 |
| Mean | 3.2528422 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4576846 |
| Sum | 270386 |
| Variance | 1.8249443 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 24594 | |
| 3 | 17445 | |
| 5 | 16661 | |
| 2 | 13906 | |
| 1 | 8558 | 10.3% |
| 0 | 1959 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 1959 | 2.4% |
| 1 | 8558 | 10.3% |
| 2 | 13906 | |
| 3 | 17445 | |
| 4 | 24594 | |
| 5 | 16661 |
| Value | Count | Frequency (%) |
| 5 | 16661 | |
| 4 | 24594 | |
| 3 | 17445 | |
| 2 | 13906 | |
| 1 | 8558 | 10.3% |
| 0 | 1959 | 2.4% |
Seat comfort
Real number (ℝ)
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4427896 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.318317 |
|---|---|
| Coefficient of variation (CV) | 0.38292116 |
| Kurtosis | -0.92220179 |
| Mean | 3.4427896 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4863397 |
| Sum | 286175 |
| Variance | 1.7379597 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 25507 | |
| 5 | 21223 | |
| 3 | 14852 | |
| 2 | 11936 | |
| 1 | 9604 | 11.6% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 9604 | 11.6% |
| 2 | 11936 | |
| 3 | 14852 | |
| 4 | 25507 | |
| 5 | 21223 |
| Value | Count | Frequency (%) |
| 5 | 21223 | |
| 4 | 25507 | |
| 3 | 14852 | |
| 2 | 11936 | |
| 1 | 9604 | 11.6% |
| 0 | 1 | < 0.1% |
Inflight entertainment
Real number (ℝ)
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3629922 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3318798 |
|---|---|
| Coefficient of variation (CV) | 0.39604012 |
| Kurtosis | -1.0594175 |
| Mean | 3.3629922 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36741115 |
| Sum | 279542 |
| Variance | 1.7739039 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 23559 | |
| 5 | 20277 | |
| 3 | 15236 | |
| 2 | 14171 | |
| 1 | 9871 | |
| 0 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9 | < 0.1% |
| 1 | 9871 | |
| 2 | 14171 | |
| 3 | 15236 | |
| 4 | 23559 | |
| 5 | 20277 |
| Value | Count | Frequency (%) |
| 5 | 20277 | |
| 4 | 23559 | |
| 3 | 15236 | |
| 2 | 14171 | |
| 1 | 9871 | |
| 0 | 9 | < 0.1% |
On-board service
Real number (ℝ)
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3836363 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.287778 |
|---|---|
| Coefficient of variation (CV) | 0.38058997 |
| Kurtosis | -0.89290235 |
| Mean | 3.3836363 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.41973369 |
| Sum | 281258 |
| Variance | 1.6583723 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 24701 | |
| 5 | 18944 | |
| 3 | 18229 | |
| 2 | 11799 | |
| 1 | 9449 | 11.4% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 9449 | 11.4% |
| 2 | 11799 | |
| 3 | 18229 | |
| 4 | 24701 | |
| 5 | 18944 |
| Value | Count | Frequency (%) |
| 5 | 18944 | |
| 4 | 24701 | |
| 3 | 18229 | |
| 2 | 11799 | |
| 1 | 9449 | 11.4% |
| 0 | 1 | < 0.1% |
Leg room service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.351407 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 371 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3133649 |
|---|---|
| Coefficient of variation (CV) | 0.39188463 |
| Kurtosis | -0.97832768 |
| Mean | 3.351407 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.34938333 |
| Sum | 278579 |
| Variance | 1.7249273 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 23094 | |
| 5 | 19666 | |
| 3 | 16111 | |
| 2 | 15659 | |
| 1 | 8222 | 9.9% |
| 0 | 371 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 371 | 0.4% |
| 1 | 8222 | 9.9% |
| 2 | 15659 | |
| 3 | 16111 | |
| 4 | 23094 | |
| 5 | 19666 |
| Value | Count | Frequency (%) |
| 5 | 19666 | |
| 4 | 23094 | |
| 3 | 16111 | |
| 2 | 15659 | |
| 1 | 8222 | 9.9% |
| 0 | 371 | 0.4% |
Baggage handling
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.6 MiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 5 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 29927 | |
| 5 | 21732 | |
| 3 | 16526 | |
| 2 | 9211 | 11.1% |
| 1 | 5727 | 6.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 29927 | |
| 5 | 21732 | |
| 3 | 16526 | |
| 2 | 9211 | 11.1% |
| 1 | 5727 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 29927 | |
| 5 | 21732 | |
| 3 | 16526 | |
| 2 | 9211 | 11.1% |
| 1 | 5727 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 83123 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 29927 | |
| 5 | 21732 | |
| 3 | 16526 | |
| 2 | 9211 | 11.1% |
| 1 | 5727 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 83123 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 29927 | |
| 5 | 21732 | |
| 3 | 16526 | |
| 2 | 9211 | 11.1% |
| 1 | 5727 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 83123 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 29927 | |
| 5 | 21732 | |
| 3 | 16526 | |
| 2 | 9211 | 11.1% |
| 1 | 5727 | 6.9% |
Checkin service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3081939 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2647469 |
|---|---|
| Coefficient of variation (CV) | 0.38230738 |
| Kurtosis | -0.82595784 |
| Mean | 3.3081939 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36785912 |
| Sum | 274987 |
| Variance | 1.5995848 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 23297 | |
| 3 | 22702 | |
| 5 | 16564 | |
| 2 | 10314 | |
| 1 | 10245 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 10245 | |
| 2 | 10314 | |
| 3 | 22702 | |
| 4 | 23297 | |
| 5 | 16564 |
| Value | Count | Frequency (%) |
| 5 | 16564 | |
| 4 | 23297 | |
| 3 | 22702 | |
| 2 | 10314 | |
| 1 | 10245 | |
| 0 | 1 | < 0.1% |
Inflight service
Real number (ℝ)
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6438651 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1733505 |
|---|---|
| Coefficient of variation (CV) | 0.32200713 |
| Kurtosis | -0.35240966 |
| Mean | 3.6438651 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6917392 |
| Sum | 302889 |
| Variance | 1.3767515 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 30417 | |
| 5 | 21733 | |
| 3 | 16202 | |
| 2 | 9180 | 11.0% |
| 1 | 5590 | 6.7% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 5590 | 6.7% |
| 2 | 9180 | 11.0% |
| 3 | 16202 | |
| 4 | 30417 | |
| 5 | 21733 |
| Value | Count | Frequency (%) |
| 5 | 21733 | |
| 4 | 30417 | |
| 3 | 16202 | |
| 2 | 9180 | 11.0% |
| 1 | 5590 | 6.7% |
| 0 | 1 | < 0.1% |
Cleanliness
Real number (ℝ)
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2913514 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3135602 |
|---|---|
| Coefficient of variation (CV) | 0.39909448 |
| Kurtosis | -1.0149664 |
| Mean | 3.2913514 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.30292854 |
| Sum | 273587 |
| Variance | 1.7254403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 21725 | |
| 3 | 19525 | |
| 5 | 18330 | |
| 2 | 12928 | |
| 1 | 10606 | |
| 0 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9 | < 0.1% |
| 1 | 10606 | |
| 2 | 12928 | |
| 3 | 19525 | |
| 4 | 21725 | |
| 5 | 18330 |
| Value | Count | Frequency (%) |
| 5 | 18330 | |
| 4 | 21725 | |
| 3 | 19525 | |
| 2 | 12928 | |
| 1 | 10606 | |
| 0 | 9 | < 0.1% |
Departure Delay in Minutes
Real number (ℝ)
High correlation  Zeros 
| Distinct | 419 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.714556 |
| Minimum | 0 |
|---|---|
| Maximum | 1592 |
| Zeros | 46977 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 77 |
| Maximum | 1592 |
| Range | 1592 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 38.108874 |
|---|---|
| Coefficient of variation (CV) | 2.589876 |
| Kurtosis | 111.02888 |
| Mean | 14.714556 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.9800633 |
| Sum | 1223118 |
| Variance | 1452.2863 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 46977 | |
| 1 | 2340 | 2.8% |
| 2 | 1830 | 2.2% |
| 3 | 1601 | 1.9% |
| 4 | 1517 | 1.8% |
| 5 | 1353 | 1.6% |
| 6 | 1250 | 1.5% |
| 7 | 1111 | 1.3% |
| 8 | 1027 | 1.2% |
| 9 | 1001 | 1.2% |
| Other values (409) | 23116 |
| Value | Count | Frequency (%) |
| 0 | 46977 | |
| 1 | 2340 | 2.8% |
| 2 | 1830 | 2.2% |
| 3 | 1601 | 1.9% |
| 4 | 1517 | 1.8% |
| 5 | 1353 | 1.6% |
| 6 | 1250 | 1.5% |
| 7 | 1111 | 1.3% |
| 8 | 1027 | 1.2% |
| 9 | 1001 | 1.2% |
| Value | Count | Frequency (%) |
| 1592 | 1 | |
| 1305 | 1 | |
| 1017 | 1 | |
| 933 | 1 | |
| 930 | 1 | |
| 921 | 1 | |
| 859 | 1 | |
| 853 | 1 | |
| 750 | 1 | |
| 748 | 1 |
Arrival Delay in Minutes
Real number (ℝ)
High correlation  Zeros 
| Distinct | 429 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 251 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.063121 |
| Minimum | 0 |
|---|---|
| Maximum | 1584 |
| Zeros | 46553 |
| Zeros (%) | 56.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 79 |
| Maximum | 1584 |
| Range | 1584 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 38.475487 |
|---|---|
| Coefficient of variation (CV) | 2.5542838 |
| Kurtosis | 105.1384 |
| Mean | 15.063121 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.829916 |
| Sum | 1248311 |
| Variance | 1480.3631 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 46553 | |
| 1 | 1765 | 2.1% |
| 2 | 1640 | 2.0% |
| 3 | 1552 | 1.9% |
| 4 | 1550 | 1.9% |
| 5 | 1323 | 1.6% |
| 6 | 1276 | 1.5% |
| 7 | 1198 | 1.4% |
| 8 | 1147 | 1.4% |
| 9 | 1008 | 1.2% |
| Other values (419) | 23860 |
| Value | Count | Frequency (%) |
| 0 | 46553 | |
| 1 | 1765 | 2.1% |
| 2 | 1640 | 2.0% |
| 3 | 1552 | 1.9% |
| 4 | 1550 | 1.9% |
| 5 | 1323 | 1.6% |
| 6 | 1276 | 1.5% |
| 7 | 1198 | 1.4% |
| 8 | 1147 | 1.4% |
| 9 | 1008 | 1.2% |
| Value | Count | Frequency (%) |
| 1584 | 1 | |
| 1280 | 1 | |
| 1011 | 1 | |
| 952 | 1 | |
| 924 | 1 | |
| 920 | 1 | |
| 860 | 1 | |
| 823 | 1 | |
| 729 | 1 | |
| 720 | 1 |
satisfaction
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 MiB |
| neutral or dissatisfied | |
|---|---|
| satisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 16.916654 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | neutral or dissatisfied |
|---|---|
| 2nd row | neutral or dissatisfied |
| 3rd row | satisfied |
| 4th row | satisfied |
| 5th row | satisfied |
Common Values
| Value | Count | Frequency (%) |
| neutral or dissatisfied | 47004 | |
| satisfied | 36119 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| neutral | 47004 | |
| or | 47004 | |
| dissatisfied | 47004 | |
| satisfied | 36119 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 213250 | |
| s | 213250 | |
| e | 130127 | |
| t | 130127 | |
| a | 130127 | |
| d | 130127 | |
| r | 94008 | |
| 94008 | ||
| f | 83123 | 5.9% |
| n | 47004 | 3.3% |
| Other values (3) | 141012 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1312155 | |
| Space Separator | 94008 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 213250 | |
| s | 213250 | |
| e | 130127 | |
| t | 130127 | |
| a | 130127 | |
| d | 130127 | |
| r | 94008 | |
| f | 83123 | 6.3% |
| n | 47004 | 3.6% |
| u | 47004 | 3.6% |
| Other values (2) | 94008 |
Space Separator
| Value | Count | Frequency (%) |
| 94008 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1312155 | |
| Common | 94008 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 213250 | |
| s | 213250 | |
| e | 130127 | |
| t | 130127 | |
| a | 130127 | |
| d | 130127 | |
| r | 94008 | |
| f | 83123 | 6.3% |
| n | 47004 | 3.6% |
| u | 47004 | 3.6% |
| Other values (2) | 94008 |
Common
| Value | Count | Frequency (%) |
| 94008 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1406163 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 213250 | |
| s | 213250 | |
| e | 130127 | |
| t | 130127 | |
| a | 130127 | |
| d | 130127 | |
| r | 94008 | |
| 94008 | ||
| f | 83123 | 5.9% |
| n | 47004 | 3.3% |
| Other values (3) | 141012 |
Interactions
Correlations
| Age | Arrival Delay in Minutes | Baggage handling | Checkin service | Class | Cleanliness | Customer Type | Departure Delay in Minutes | Departure/Arrival time convenient | Ease of Online booking | Flight Distance | Food and drink | Gate location | Gender | Inflight entertainment | Inflight service | Inflight wifi service | Leg room service | On-board service | Online boarding | Seat comfort | Type of Travel | id | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.010 | 0.059 | 0.036 | 0.205 | 0.052 | 0.374 | -0.011 | 0.036 | 0.022 | 0.073 | 0.019 | -0.002 | 0.013 | 0.080 | -0.030 | 0.014 | 0.054 | 0.071 | 0.215 | 0.160 | 0.341 | 0.025 | 0.281 |
| Arrival Delay in Minutes | -0.010 | 1.000 | 0.006 | -0.036 | 0.000 | -0.033 | 0.000 | 0.739 | -0.008 | -0.015 | -0.002 | -0.034 | 0.005 | 0.009 | -0.045 | -0.056 | -0.037 | -0.019 | -0.049 | -0.053 | -0.039 | 0.004 | -0.005 | 0.015 |
| Baggage handling | 0.059 | 0.006 | 1.000 | 0.142 | 0.136 | 0.062 | 0.067 | 0.005 | 0.072 | 0.033 | 0.038 | 0.034 | 0.054 | 0.047 | 0.352 | 0.491 | 0.119 | 0.266 | 0.398 | 0.093 | 0.081 | 0.049 | 0.064 | 0.285 |
| Checkin service | 0.036 | -0.036 | 0.142 | 1.000 | 0.125 | 0.173 | 0.028 | -0.019 | 0.100 | 0.009 | 0.071 | 0.081 | -0.037 | 0.012 | 0.118 | 0.248 | 0.040 | 0.143 | 0.233 | 0.215 | 0.197 | 0.022 | 0.072 | 0.246 |
| Class | 0.205 | 0.000 | 0.136 | 0.125 | 1.000 | 0.115 | 0.121 | 0.000 | 0.100 | 0.116 | 0.345 | 0.076 | 0.111 | 0.010 | 0.150 | 0.130 | 0.102 | 0.162 | 0.159 | 0.251 | 0.174 | 0.554 | 0.129 | 0.504 |
| Cleanliness | 0.052 | -0.033 | 0.062 | 0.173 | 0.115 | 1.000 | 0.104 | -0.017 | 0.015 | 0.015 | 0.082 | 0.647 | -0.003 | 0.020 | 0.683 | 0.101 | 0.128 | 0.098 | 0.126 | 0.342 | 0.666 | 0.094 | 0.023 | 0.312 |
| Customer Type | 0.374 | 0.000 | 0.067 | 0.028 | 0.121 | 0.104 | 1.000 | 0.000 | 0.291 | 0.055 | 0.251 | 0.079 | 0.125 | 0.031 | 0.119 | 0.055 | 0.038 | 0.073 | 0.076 | 0.191 | 0.172 | 0.309 | 0.014 | 0.186 |
| Departure Delay in Minutes | -0.011 | 0.739 | 0.005 | -0.019 | 0.000 | -0.017 | 0.000 | 1.000 | -0.005 | -0.011 | 0.025 | -0.022 | 0.005 | 0.004 | -0.028 | -0.032 | -0.030 | -0.005 | -0.027 | -0.035 | -0.021 | 0.003 | 0.057 | 0.016 |
| Departure/Arrival time convenient | 0.036 | -0.008 | 0.072 | 0.100 | 0.100 | 0.015 | 0.291 | -0.005 | 1.000 | 0.441 | -0.015 | 0.003 | 0.451 | 0.007 | -0.009 | 0.092 | 0.341 | 0.005 | 0.070 | 0.061 | 0.012 | 0.289 | -0.001 | 0.067 |
| Ease of Online booking | 0.022 | -0.015 | 0.033 | 0.009 | 0.116 | 0.015 | 0.055 | -0.011 | 0.441 | 1.000 | 0.067 | 0.031 | 0.461 | 0.005 | 0.041 | 0.035 | 0.713 | 0.092 | 0.036 | 0.369 | 0.027 | 0.189 | 0.013 | 0.318 |
| Flight Distance | 0.073 | -0.002 | 0.038 | 0.071 | 0.345 | 0.082 | 0.251 | 0.025 | -0.015 | 0.067 | 1.000 | 0.046 | 0.000 | 0.007 | 0.106 | 0.059 | 0.008 | 0.118 | 0.101 | 0.196 | 0.138 | 0.281 | 0.137 | 0.313 |
| Food and drink | 0.019 | -0.034 | 0.034 | 0.081 | 0.076 | 0.647 | 0.079 | -0.022 | 0.003 | 0.031 | 0.046 | 1.000 | -0.001 | 0.010 | 0.612 | 0.043 | 0.131 | 0.032 | 0.058 | 0.240 | 0.558 | 0.076 | -0.001 | 0.223 |
| Gate location | -0.002 | 0.005 | 0.054 | -0.037 | 0.111 | -0.003 | 0.125 | 0.005 | 0.451 | 0.461 | 0.000 | -0.001 | 1.000 | 0.006 | 0.001 | -0.008 | 0.334 | -0.008 | -0.031 | -0.002 | 0.000 | 0.155 | 0.001 | 0.155 |
| Gender | 0.013 | 0.009 | 0.047 | 0.012 | 0.010 | 0.020 | 0.031 | 0.004 | 0.007 | 0.005 | 0.007 | 0.010 | 0.006 | 1.000 | 0.004 | 0.043 | 0.008 | 0.054 | 0.018 | 0.045 | 0.035 | 0.008 | 0.008 | 0.011 |
| Inflight entertainment | 0.080 | -0.045 | 0.352 | 0.118 | 0.150 | 0.683 | 0.119 | -0.028 | -0.009 | 0.041 | 0.106 | 0.612 | 0.001 | 0.004 | 1.000 | 0.420 | 0.196 | 0.312 | 0.436 | 0.301 | 0.604 | 0.164 | 0.002 | 0.419 |
| Inflight service | -0.030 | -0.056 | 0.491 | 0.248 | 0.130 | 0.101 | 0.055 | -0.032 | 0.092 | 0.035 | 0.059 | 0.043 | -0.008 | 0.043 | 0.420 | 1.000 | 0.104 | 0.370 | 0.569 | 0.109 | 0.097 | 0.040 | 0.073 | 0.281 |
| Inflight wifi service | 0.014 | -0.037 | 0.119 | 0.040 | 0.102 | 0.128 | 0.038 | -0.030 | 0.341 | 0.713 | 0.008 | 0.131 | 0.334 | 0.008 | 0.196 | 0.104 | 1.000 | 0.148 | 0.116 | 0.435 | 0.117 | 0.183 | -0.024 | 0.527 |
| Leg room service | 0.054 | -0.019 | 0.266 | 0.143 | 0.162 | 0.098 | 0.073 | -0.005 | 0.005 | 0.092 | 0.118 | 0.032 | -0.008 | 0.054 | 0.312 | 0.370 | 0.148 | 1.000 | 0.362 | 0.138 | 0.118 | 0.172 | 0.040 | 0.342 |
| On-board service | 0.071 | -0.049 | 0.398 | 0.233 | 0.159 | 0.126 | 0.076 | -0.027 | 0.070 | 0.036 | 0.101 | 0.058 | -0.031 | 0.018 | 0.436 | 0.569 | 0.116 | 0.362 | 1.000 | 0.177 | 0.146 | 0.087 | 0.052 | 0.332 |
| Online boarding | 0.215 | -0.053 | 0.093 | 0.215 | 0.251 | 0.342 | 0.191 | -0.035 | 0.061 | 0.369 | 0.196 | 0.240 | -0.002 | 0.045 | 0.301 | 0.109 | 0.435 | 0.138 | 0.177 | 1.000 | 0.438 | 0.240 | 0.055 | 0.619 |
| Seat comfort | 0.160 | -0.039 | 0.081 | 0.197 | 0.174 | 0.666 | 0.172 | -0.021 | 0.012 | 0.027 | 0.138 | 0.558 | 0.000 | 0.035 | 0.604 | 0.097 | 0.117 | 0.118 | 0.146 | 0.438 | 1.000 | 0.133 | 0.055 | 0.385 |
| Type of Travel | 0.341 | 0.004 | 0.049 | 0.022 | 0.554 | 0.094 | 0.309 | 0.003 | 0.289 | 0.189 | 0.281 | 0.076 | 0.155 | 0.008 | 0.164 | 0.040 | 0.183 | 0.172 | 0.087 | 0.240 | 0.133 | 1.000 | 0.020 | 0.449 |
| id | 0.025 | -0.005 | 0.064 | 0.072 | 0.129 | 0.023 | 0.014 | 0.057 | -0.001 | 0.013 | 0.137 | -0.001 | 0.001 | 0.008 | 0.002 | 0.073 | -0.024 | 0.040 | 0.052 | 0.055 | 0.055 | 0.020 | 1.000 | 0.027 |
| satisfaction | 0.281 | 0.015 | 0.285 | 0.246 | 0.504 | 0.312 | 0.186 | 0.016 | 0.067 | 0.318 | 0.313 | 0.223 | 0.155 | 0.011 | 0.419 | 0.281 | 0.527 | 0.342 | 0.332 | 0.619 | 0.385 | 0.449 | 0.027 | 1.000 |
Missing values
Sample
| id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 51032 | Female | Loyal Customer | 30 | Personal Travel | Eco | 193 | 3 | 4 | 0 | 3 | 5 | 0 | 5 | 5 | 4 | 5 | 3 | 4 | 4 | 5 | 0 | 0.0 | neutral or dissatisfied |
| 1 | 54504 | Female | Loyal Customer | 51 | Business travel | Eco | 925 | 2 | 1 | 1 | 1 | 5 | 3 | 2 | 2 | 2 | 2 | 2 | 3 | 2 | 3 | 47 | 29.0 | neutral or dissatisfied |
| 2 | 13387 | Male | disloyal Customer | 27 | Business travel | Eco | 505 | 0 | 0 | 0 | 4 | 1 | 0 | 1 | 1 | 5 | 5 | 2 | 3 | 2 | 1 | 0 | 0.0 | satisfied |
| 3 | 17388 | Female | Loyal Customer | 52 | Business travel | Business | 2953 | 2 | 2 | 2 | 2 | 3 | 4 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 5 | 10 | 2.0 | satisfied |
| 4 | 91598 | Female | disloyal Customer | 15 | Business travel | Eco | 1352 | 4 | 4 | 4 | 2 | 2 | 4 | 2 | 2 | 4 | 3 | 5 | 3 | 5 | 2 | 0 | 0.0 | satisfied |
| 5 | 121554 | Male | Loyal Customer | 42 | Business travel | Business | 3648 | 5 | 5 | 5 | 5 | 2 | 4 | 5 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 4 | 3.0 | satisfied |
| 6 | 81925 | Female | Loyal Customer | 54 | Business travel | Business | 1135 | 4 | 1 | 5 | 5 | 4 | 4 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 6 | 0.0 | neutral or dissatisfied |
| 7 | 14198 | Female | disloyal Customer | 24 | Business travel | Eco | 620 | 4 | 0 | 4 | 3 | 4 | 4 | 4 | 4 | 3 | 5 | 3 | 1 | 2 | 4 | 0 | 7.0 | satisfied |
| 8 | 110849 | Male | Loyal Customer | 31 | Business travel | Business | 1951 | 3 | 3 | 2 | 3 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 5 | 5 | 4 | 0 | 0.0 | satisfied |
| 9 | 52330 | Female | Loyal Customer | 36 | Business travel | Business | 1587 | 2 | 2 | 2 | 2 | 3 | 5 | 1 | 5 | 5 | 5 | 5 | 3 | 5 | 3 | 1 | 0.0 | satisfied |
| id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 83113 | 100602 | Male | Loyal Customer | 30 | Business travel | Business | 2402 | 3 | 2 | 5 | 2 | 3 | 2 | 3 | 3 | 1 | 1 | 3 | 4 | 4 | 3 | 0 | 6.0 | neutral or dissatisfied |
| 83114 | 60208 | Male | Loyal Customer | 60 | Business travel | Business | 1703 | 2 | 2 | 2 | 2 | 4 | 4 | 5 | 3 | 3 | 3 | 3 | 5 | 3 | 4 | 26 | 25.0 | satisfied |
| 83115 | 50452 | Female | Loyal Customer | 40 | Business travel | Eco | 109 | 4 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 5 | 3 | 2 | 4 | 4 | 4 | 3 | 5.0 | satisfied |
| 83116 | 38736 | Female | Loyal Customer | 33 | Business travel | Business | 354 | 1 | 1 | 5 | 1 | 3 | 4 | 5 | 5 | 5 | 4 | 5 | 1 | 5 | 2 | 0 | 0.0 | satisfied |
| 83117 | 117115 | Female | Loyal Customer | 44 | Business travel | Eco | 251 | 1 | 2 | 2 | 2 | 2 | 4 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 23 | 21.0 | neutral or dissatisfied |
| 83118 | 94444 | Female | Loyal Customer | 52 | Business travel | Business | 496 | 1 | 1 | 1 | 1 | 2 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 0 | 1.0 | satisfied |
| 83119 | 68253 | Female | Loyal Customer | 44 | Personal Travel | Eco | 432 | 2 | 4 | 2 | 4 | 4 | 4 | 4 | 2 | 2 | 2 | 2 | 5 | 2 | 5 | 0 | 0.0 | neutral or dissatisfied |
| 83120 | 1373 | Male | Loyal Customer | 46 | Business travel | Business | 3492 | 3 | 1 | 1 | 1 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 2 | 3 | 3 | 0 | 0.0 | neutral or dissatisfied |
| 83121 | 86180 | Female | disloyal Customer | 37 | Business travel | Business | 377 | 4 | 4 | 4 | 4 | 2 | 4 | 2 | 2 | 3 | 2 | 5 | 3 | 4 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 83122 | 19843 | Female | Loyal Customer | 23 | Business travel | Business | 2863 | 3 | 3 | 3 | 3 | 4 | 4 | 4 | 4 | 5 | 1 | 1 | 4 | 5 | 4 | 42 | 47.0 | satisfied |